Pandas Profiling Report

Dataset statistics

Number of variables	44
Number of observations	20885
Missing cells	80569
Missing cells (%)	8.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	22.7 MiB
Average record size in memory	1.1 KiB

Variable types

Categorical	15
Numeric	29

Alerts

`DOB` has a high cardinality: 14007 distinct values	High cardinality
`DOD` has a high cardinality: 4901 distinct values	High cardinality
`ADMITTIME` has a high cardinality: 19714 distinct values	High cardinality
`DISCHTIME` has a high cardinality: 19706 distinct values	High cardinality
`DEATHTIME` has a high cardinality: 2093 distinct values	High cardinality
`DIAGNOSIS` has a high cardinality: 6193 distinct values	High cardinality
`ICD9_diagnosis` has a high cardinality: 1853 distinct values	High cardinality
`HeartRate_Min` is highly correlated with `HeartRate_Mean`	High correlation
`HeartRate_Max` is highly correlated with `HeartRate_Mean`	High correlation
`HeartRate_Mean` is highly correlated with `HeartRate_Min` and 1 other fields	High correlation
`SysBP_Min` is highly correlated with `SysBP_Mean` and 4 other fields	High correlation
`SysBP_Max` is highly correlated with `SysBP_Mean` and 3 other fields	High correlation
`SysBP_Mean` is highly correlated with `SysBP_Min` and 5 other fields	High correlation
`DiasBP_Min` is highly correlated with `SysBP_Min` and 3 other fields	High correlation
`DiasBP_Max` is highly correlated with `SysBP_Max` and 3 other fields	High correlation
`DiasBP_Mean` is highly correlated with `SysBP_Min` and 6 other fields	High correlation
`MeanBP_Min` is highly correlated with `SysBP_Min` and 4 other fields	High correlation
`MeanBP_Max` is highly correlated with `SysBP_Max` and 4 other fields	High correlation
`MeanBP_Mean` is highly correlated with `SysBP_Min` and 7 other fields	High correlation
`RespRate_Min` is highly correlated with `RespRate_Mean`	High correlation
`RespRate_Max` is highly correlated with `RespRate_Mean`	High correlation
`RespRate_Mean` is highly correlated with `RespRate_Min` and 1 other fields	High correlation
`TempC_Min` is highly correlated with `TempC_Mean`	High correlation
`TempC_Max` is highly correlated with `TempC_Mean`	High correlation
`TempC_Mean` is highly correlated with `TempC_Min` and 1 other fields	High correlation
`SpO2_Min` is highly correlated with `SpO2_Mean`	High correlation
`SpO2_Max` is highly correlated with `SpO2_Mean`	High correlation
`SpO2_Mean` is highly correlated with `SpO2_Min` and 1 other fields	High correlation
`Glucose_Min` is highly correlated with `Glucose_Mean`	High correlation
`Glucose_Max` is highly correlated with `Glucose_Mean`	High correlation
`Glucose_Mean` is highly correlated with `Glucose_Min` and 1 other fields	High correlation
`RELIGION` is highly correlated with `ETHNICITY`	High correlation
`ETHNICITY` is highly correlated with `RELIGION`	High correlation
`HeartRate_Min` has 2187 (10.5%) missing values	Missing
`HeartRate_Max` has 2187 (10.5%) missing values	Missing
`HeartRate_Mean` has 2187 (10.5%) missing values	Missing
`SysBP_Min` has 2208 (10.6%) missing values	Missing
`SysBP_Max` has 2208 (10.6%) missing values	Missing
`SysBP_Mean` has 2208 (10.6%) missing values	Missing
`DiasBP_Min` has 2209 (10.6%) missing values	Missing
`DiasBP_Max` has 2209 (10.6%) missing values	Missing
`DiasBP_Mean` has 2209 (10.6%) missing values	Missing
`MeanBP_Min` has 2186 (10.5%) missing values	Missing
`MeanBP_Max` has 2186 (10.5%) missing values	Missing
`MeanBP_Mean` has 2186 (10.5%) missing values	Missing
`RespRate_Min` has 2189 (10.5%) missing values	Missing
`RespRate_Max` has 2189 (10.5%) missing values	Missing
`RespRate_Mean` has 2189 (10.5%) missing values	Missing
`TempC_Min` has 2497 (12.0%) missing values	Missing
`TempC_Max` has 2497 (12.0%) missing values	Missing
`TempC_Mean` has 2497 (12.0%) missing values	Missing
`SpO2_Min` has 2203 (10.5%) missing values	Missing
`SpO2_Max` has 2203 (10.5%) missing values	Missing
`SpO2_Mean` has 2203 (10.5%) missing values	Missing
`Glucose_Min` has 253 (1.2%) missing values	Missing
`Glucose_Max` has 253 (1.2%) missing values	Missing
`Glucose_Mean` has 253 (1.2%) missing values	Missing
`DOD` has 13511 (64.7%) missing values	Missing
`DEATHTIME` has 18540 (88.8%) missing values	Missing
`MARITAL_STATUS` has 722 (3.5%) missing values	Missing
`DOB` is uniformly distributed	Uniform
`DOD` is uniformly distributed	Uniform
`ADMITTIME` is uniformly distributed	Uniform
`DISCHTIME` is uniformly distributed	Uniform
`DEATHTIME` is uniformly distributed	Uniform
`icustay_id` has unique values	Unique

Reproduction

Analysis started	2022-09-14 15:14:52.313407
Analysis finished	2022-09-14 15:17:48.445249
Duration	2 minutes and 56.13 seconds
Software version	pandas-profiling v3.3.0
Download configuration	config.json

HOSPITAL_EXPIRE_FLAG
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

0	18540
1	2345

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	20885
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	18540	88.8%
1	2345	11.2%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	18540	88.8%
1	2345	11.2%

Most occurring characters

Value	Count	Frequency (%)
0	18540	88.8%
1	2345	11.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20885	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	18540	88.8%
1	2345	11.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	20885	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	18540	88.8%
1	2345	11.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20885	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	18540	88.8%
1	2345	11.2%

subject_id
Real number (ℝ_≥0)

Distinct	16317
Distinct (%)	78.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	58950.4961

Minimum	23
Maximum	99999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	23
5-th percentile	14483.8
Q1	41132
median	60441
Q3	80286
95-th percentile	96137
Maximum	99999
Range	99976
Interquartile range (IQR)	39154

Descriptive statistics

Standard deviation	25299.43954
Coefficient of variation (CV)	0.4291641497
Kurtosis	-0.8660307541
Mean	58950.4961
Median Absolute Deviation (MAD)	19566
Skewness	-0.2740365718
Sum	1231181111
Variance	640061640.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
109	25	0.1%
23657	16	0.1%
73713	16	0.1%
5060	15	0.1%
29035	14	0.1%
11861	13	0.1%
76327	12	0.1%
31260	12	0.1%
7809	11	0.1%
3952	11	0.1%
Other values (16307)	20740	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	1	< 0.1%
34	1	< 0.1%
36	1	< 0.1%
85	1	< 0.1%
109	25	0.1%
111	1	< 0.1%
124	2	< 0.1%
165	1	< 0.1%
188	4	< 0.1%
191	1	< 0.1%

Value	Count	Frequency (%)
99999	1	< 0.1%
99995	1	< 0.1%
99985	1	< 0.1%
99983	1	< 0.1%
99982	2	< 0.1%
99966	1	< 0.1%
99965	1	< 0.1%
99957	1	< 0.1%
99955	1	< 0.1%
99946	1	< 0.1%

hadm_id
Real number (ℝ_≥0)

Distinct	19749
Distinct (%)	94.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	150082.4023

Minimum	100001
Maximum	199999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	100001
5-th percentile	104798.2
Q1	125157
median	150152
Q3	175017
95-th percentile	194861
Maximum	199999
Range	99998
Interquartile range (IQR)	49860

Descriptive statistics

Standard deviation	28898.47985
Coefficient of variation (CV)	0.1925507548
Kurtosis	-1.202874565
Mean	150082.4023
Median Absolute Deviation (MAD)	24940
Skewness	-0.01030003285
Sum	3134470972
Variance	835122137.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
164768	5	< 0.1%
175448	5	< 0.1%
131118	5	< 0.1%
185518	4	< 0.1%
101974	4	< 0.1%
127713	4	< 0.1%
123178	4	< 0.1%
129611	4	< 0.1%
137869	4	< 0.1%
180714	4	< 0.1%
Other values (19739)	20842	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
100001	1	< 0.1%
100003	1	< 0.1%
100009	1	< 0.1%
100010	1	< 0.1%
100011	1	< 0.1%
100012	1	< 0.1%
100016	1	< 0.1%
100018	1	< 0.1%
100020	1	< 0.1%
100024	1	< 0.1%

Value	Count	Frequency (%)
199999	1	< 0.1%
199998	1	< 0.1%
199992	1	< 0.1%
199984	1	< 0.1%
199979	1	< 0.1%
199972	1	< 0.1%
199958	1	< 0.1%
199957	1	< 0.1%
199956	1	< 0.1%
199949	1	< 0.1%

icustay_id
Real number (ℝ_≥0)

UNIQUE

Distinct	20885
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	250202.4955

Minimum	200001
Maximum	299998
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	200001
5-th percentile	204874
Q1	225153
median	250452
Q3	275303
95-th percentile	295111.8
Maximum	299998
Range	99997
Interquartile range (IQR)	50150

Descriptive statistics

Standard deviation	28909.8063
Coefficient of variation (CV)	0.1155456353
Kurtosis	-1.201637302
Mean	250202.4955
Median Absolute Deviation (MAD)	25081
Skewness	-0.01591050828
Sum	5225479119
Variance	835776900.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
228357	1	< 0.1%
252949	1	< 0.1%
286128	1	< 0.1%
296849	1	< 0.1%
262526	1	< 0.1%
244390	1	< 0.1%
254757	1	< 0.1%
274752	1	< 0.1%
243363	1	< 0.1%
280327	1	< 0.1%
Other values (20875)	20875	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
200001	1	< 0.1%
200010	1	< 0.1%
200016	1	< 0.1%
200021	1	< 0.1%
200024	1	< 0.1%
200028	1	< 0.1%
200033	1	< 0.1%
200034	1	< 0.1%
200035	1	< 0.1%
200038	1	< 0.1%

Value	Count	Frequency (%)
299998	1	< 0.1%
299995	1	< 0.1%
299986	1	< 0.1%
299972	1	< 0.1%
299962	1	< 0.1%
299957	1	< 0.1%
299956	1	< 0.1%
299950	1	< 0.1%
299948	1	< 0.1%
299947	1	< 0.1%

HeartRate_Min
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	131
Distinct (%)	0.7%
Missing	2187
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	69.70590437

Minimum	2
Maximum	141
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	2
5-th percentile	47
Q1	60
median	69
Q3	79
95-th percentile	95
Maximum	141
Range	139
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	14.8698401
Coefficient of variation (CV)	0.2133225332
Kurtosis	0.6914497587
Mean	69.70590437
Median Absolute Deviation (MAD)	9
Skewness	0.2005730859
Sum	1303361
Variance	221.1121446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	682	3.3%
70	624	3.0%
69	555	2.7%
67	529	2.5%
63	529	2.5%
64	520	2.5%
68	515	2.5%
62	499	2.4%
66	495	2.4%
65	486	2.3%
Other values (121)	13264	63.5%
(Missing)	2187	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	3	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
10	3	< 0.1%
11	3	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
141	1	< 0.1%
137	1	< 0.1%
135	1	< 0.1%
133	3	< 0.1%
131	1	< 0.1%
129	1	< 0.1%
128	1	< 0.1%
127	1	< 0.1%
126	3	< 0.1%
125	1	< 0.1%

HeartRate_Max
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	164
Distinct (%)	0.9%
Missing	2187
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	105.239801

Minimum	39
Maximum	280
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	39
5-th percentile	75
Q1	90
median	103
Q3	118
95-th percentile	143
Maximum	280
Range	241
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	20.92261332
Coefficient of variation (CV)	0.1988089402
Kurtosis	1.062693412
Mean	105.239801
Median Absolute Deviation (MAD)	14
Skewness	0.6626789532
Sum	1967773.8
Variance	437.755748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	413	2.0%
88	399	1.9%
103	389	1.9%
90	380	1.8%
94	379	1.8%
105	379	1.8%
96	378	1.8%
102	375	1.8%
97	375	1.8%
98	369	1.8%
Other values (154)	14862	71.2%
(Missing)	2187	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
39	1	< 0.1%
46	2	< 0.1%
49	1	< 0.1%
50	2	< 0.1%
51	6	< 0.1%
52	2	< 0.1%
53	2	< 0.1%
54	1	< 0.1%
55	6	< 0.1%
56	6	< 0.1%

Value	Count	Frequency (%)
280	1	< 0.1%
223	2	< 0.1%
222	1	< 0.1%
219	1	< 0.1%
216	1	< 0.1%
215	1	< 0.1%
213	1	< 0.1%
212	1	< 0.1%
207	1	< 0.1%
206	1	< 0.1%

HeartRate_Mean
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	14091
Distinct (%)	75.4%
Missing	2187
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	85.18024963

Minimum	34.71428571
Maximum	163.875
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	34.71428571
5-th percentile	61.75
Q1	74.27272727
median	84.1311828
Q3	95.18558752
95-th percentile	112.0840686
Maximum	163.875
Range	129.1607143
Interquartile range (IQR)	20.91286024

Descriptive statistics

Standard deviation	15.31820849
Coefficient of variation (CV)	0.1798328668
Kurtosis	0.07125286594
Mean	85.18024963
Median Absolute Deviation (MAD)	10.41007168
Skewness	0.332195826
Sum	1592700.307
Variance	234.6475113
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
73	24	0.1%
78	23	0.1%
88	22	0.1%
80	21	0.1%
76	21	0.1%
83	20	0.1%
75	19	0.1%
79	18	0.1%
74	17	0.1%
92	16	0.1%
Other values (14081)	18497	88.6%
(Missing)	2187	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.71428571	1	< 0.1%
35.09375	1	< 0.1%
35.73913043	1	< 0.1%
37.95833333	1	< 0.1%
38.31818182	1	< 0.1%
38.5	1	< 0.1%
38.83333333	1	< 0.1%
39.86666667	1	< 0.1%
39.9375	1	< 0.1%
40.26923077	1	< 0.1%

Value	Count	Frequency (%)
163.875	1	< 0.1%
149.6764706	1	< 0.1%
149.1	1	< 0.1%
149	1	< 0.1%
147.0224719	1	< 0.1%
146.4691358	1	< 0.1%
146.0740741	1	< 0.1%
145.6666667	1	< 0.1%
143.6944444	1	< 0.1%
141.96875	1	< 0.1%

SysBP_Min
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	154
Distinct (%)	0.8%
Missing	2208
Missing (%)	10.6%
Infinite	0
Infinite (%)	0.0%
Mean	91.1105638

Minimum	5
Maximum	181
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	5
5-th percentile	64
Q1	81
median	90
Q3	101
95-th percentile	121
Maximum	181
Range	176
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	17.53253361
Coefficient of variation (CV)	0.1924314029
Kurtosis	1.05658007
Mean	91.1105638
Median Absolute Deviation (MAD)	10
Skewness	0.1174282132
Sum	1701672
Variance	307.3897347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	566	2.7%
91	536	2.6%
85	515	2.5%
82	506	2.4%
87	494	2.4%
86	479	2.3%
94	479	2.3%
88	474	2.3%
83	465	2.2%
89	464	2.2%
Other values (144)	13699	65.6%
(Missing)	2208	10.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	< 0.1%
7	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
15	1	< 0.1%
17	1	< 0.1%
18	1	< 0.1%
19	1	< 0.1%
20	2	< 0.1%
22	2	< 0.1%

Value	Count	Frequency (%)
181	1	< 0.1%
172	1	< 0.1%
168	1	< 0.1%
166	1	< 0.1%
163	1	< 0.1%
162	1	< 0.1%
161	3	< 0.1%
160	2	< 0.1%
158	4	< 0.1%
157	2	< 0.1%

SysBP_Max
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	190
Distinct (%)	1.0%
Missing	2208
Missing (%)	10.6%
Infinite	0
Infinite (%)	0.0%
Mean	150.7259196

Minimum	46
Maximum	323
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	46
5-th percentile	117
Q1	134
median	148
Q3	164
95-th percentile	193
Maximum	323
Range	277
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	23.83379299
Coefficient of variation (CV)	0.1581267048
Kurtosis	1.463146646
Mean	150.7259196
Median Absolute Deviation (MAD)	15
Skewness	0.728848589
Sum	2815108
Variance	568.0496885
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
144	375	1.8%
141	373	1.8%
145	357	1.7%
149	354	1.7%
148	343	1.6%
147	342	1.6%
137	341	1.6%
135	337	1.6%
143	337	1.6%
139	336	1.6%
Other values (180)	15182	72.7%
(Missing)	2208	10.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46	1	< 0.1%
69	1	< 0.1%
70	2	< 0.1%
75	1	< 0.1%
77	1	< 0.1%
79	1	< 0.1%
82	2	< 0.1%
83	2	< 0.1%
84	1	< 0.1%
88	1	< 0.1%

Value	Count	Frequency (%)
323	1	< 0.1%
311	1	< 0.1%
299	1	< 0.1%
290	1	< 0.1%
286	2	< 0.1%
284	1	< 0.1%
283	1	< 0.1%
281	2	< 0.1%
279	1	< 0.1%
273	1	< 0.1%

SysBP_Mean
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	13779
Distinct (%)	73.8%
Missing	2208
Missing (%)	10.6%
Infinite	0
Infinite (%)	0.0%
Mean	119.1454225

Minimum	46
Maximum	202.1724138
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	46
5-th percentile	95.97171717
Q1	107.1
median	116.9019608
Q3	129.4651163
95-th percentile	149.5978079
Maximum	202.1724138
Range	156.1724138
Interquartile range (IQR)	22.36511628

Descriptive statistics

Standard deviation	16.70150338
Coefficient of variation (CV)	0.1401774657
Kurtosis	0.4369570077
Mean	119.1454225
Median Absolute Deviation (MAD)	10.82531194
Skewness	0.5616204193
Sum	2225279.057
Variance	278.9402151
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
113	26	0.1%
108	24	0.1%
116	22	0.1%
115	21	0.1%
106	20	0.1%
111	19	0.1%
110	18	0.1%
117	18	0.1%
107	18	0.1%
121	18	0.1%
Other values (13769)	18473	88.5%
(Missing)	2208	10.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46	1	< 0.1%
50.86363636	1	< 0.1%
57.75	1	< 0.1%
58.83333333	1	< 0.1%
59.8	1	< 0.1%
59.95348837	1	< 0.1%
60	1	< 0.1%
62.25	1	< 0.1%
62.5	2	< 0.1%
64	1	< 0.1%

Value	Count	Frequency (%)
202.1724138	1	< 0.1%
201.0882353	1	< 0.1%
197.2	1	< 0.1%
194.9090909	1	< 0.1%
188.8846154	1	< 0.1%
188.5	1	< 0.1%
188.2857143	1	< 0.1%
187.6170213	1	< 0.1%
187.6071429	1	< 0.1%
182.9615385	1	< 0.1%

DiasBP_Min
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	95
Distinct (%)	0.5%
Missing	2209
Missing (%)	10.6%
Infinite	0
Infinite (%)	0.0%
Mean	44.32785393

Minimum	4
Maximum	105
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	4
5-th percentile	25
Q1	37
median	44
Q3	51
95-th percentile	65
Maximum	105
Range	101
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	11.90985227
Coefficient of variation (CV)	0.2686764914
Kurtosis	0.6774540228
Mean	44.32785393
Median Absolute Deviation (MAD)	7
Skewness	0.1946089464
Sum	827867
Variance	141.844581
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45	740	3.5%
42	718	3.4%
43	712	3.4%
44	703	3.4%
46	694	3.3%
41	682	3.3%
47	677	3.2%
48	657	3.1%
40	652	3.1%
39	637	3.1%
Other values (85)	11804	56.5%
(Missing)	2209	10.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	10	< 0.1%
11	45	0.2%
12	34	0.2%
13	38	0.2%

Value	Count	Frequency (%)
105	1	< 0.1%
103	1	< 0.1%
98	1	< 0.1%
97	1	< 0.1%
96	1	< 0.1%
94	1	< 0.1%
92	2	< 0.1%
91	3	< 0.1%
90	4	< 0.1%
89	3	< 0.1%

DiasBP_Max
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	168
Distinct (%)	0.9%
Missing	2209
Missing (%)	10.6%
Infinite	0
Infinite (%)	0.0%
Mean	88.36078389

Minimum	27
Maximum	294
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	27
5-th percentile	63
Q1	75
median	86
Q3	98
95-th percentile	123
Maximum	294
Range	267
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	19.28555381
Coefficient of variation (CV)	0.2182591978
Kurtosis	4.296231537
Mean	88.36078389
Median Absolute Deviation (MAD)	11
Skewness	1.256792701
Sum	1650226
Variance	371.9325857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	477	2.3%
83	461	2.2%
81	456	2.2%
78	453	2.2%
82	446	2.1%
75	445	2.1%
77	440	2.1%
84	437	2.1%
76	429	2.1%
87	426	2.0%
Other values (158)	14206	68.0%
(Missing)	2209	10.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	< 0.1%
29	1	< 0.1%
31	1	< 0.1%
34	1	< 0.1%
35	2	< 0.1%
36	1	< 0.1%
38	1	< 0.1%
40	1	< 0.1%
41	4	< 0.1%
42	1	< 0.1%

Value	Count	Frequency (%)
294	1	< 0.1%
275	1	< 0.1%
261	1	< 0.1%
231	1	< 0.1%
230	2	< 0.1%
228	1	< 0.1%
221	1	< 0.1%
218	1	< 0.1%
203	3	< 0.1%
198	1	< 0.1%

DiasBP_Mean
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	12694
Distinct (%)	68.0%
Missing	2209
Missing (%)	10.6%
Infinite	0
Infinite (%)	0.0%
Mean	62.51161418

Minimum	17
Maximum	121.4893617
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	17
5-th percentile	46.5328125
Q1	54.95095238
median	61.42365967
Q3	68.95454545
95-th percentile	82.4572884
Maximum	121.4893617
Range	104.4893617
Interquartile range (IQR)	14.00359307

Descriptive statistics

Standard deviation	11.01078999
Coefficient of variation (CV)	0.1761399084
Kurtosis	0.7698198852
Mean	62.51161418
Median Absolute Deviation (MAD)	6.930230269
Skewness	0.6028215741
Sum	1167466.906
Variance	121.2374963
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
64	35	0.2%
56	31	0.1%
66	30	0.1%
61	29	0.1%
60	29	0.1%
65	26	0.1%
55	26	0.1%
53	25	0.1%
67	24	0.1%
71	23	0.1%
Other values (12684)	18398	88.1%
(Missing)	2209	10.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17	1	< 0.1%
24.625	1	< 0.1%
24.73684211	1	< 0.1%
26.39130435	1	< 0.1%
29.21052632	1	< 0.1%
30.15942029	1	< 0.1%
30.38297872	1	< 0.1%
30.38636364	1	< 0.1%
30.4	1	< 0.1%
30.5	2	< 0.1%

Value	Count	Frequency (%)
121.4893617	1	< 0.1%
115.0714286	1	< 0.1%
113.40625	1	< 0.1%
112	1	< 0.1%
111.7073171	1	< 0.1%
111.6521739	1	< 0.1%
110.375	1	< 0.1%
110.3157895	1	< 0.1%
108.9411765	1	< 0.1%
108.6393443	1	< 0.1%

MeanBP_Min
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	111
Distinct (%)	0.6%
Missing	2186
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	56.2930638

Minimum	1
Maximum	122
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	1
5-th percentile	32
Q1	49
median	57
Q3	64
95-th percentile	78
Maximum	122
Range	121
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	14.34877957
Coefficient of variation (CV)	0.254894273
Kurtosis	2.078520109
Mean	56.2930638
Median Absolute Deviation (MAD)	8
Skewness	-0.6032591448
Sum	1052624
Variance	205.8874752
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56	696	3.3%
58	690	3.3%
55	688	3.3%
57	688	3.3%
54	665	3.2%
60	650	3.1%
53	632	3.0%
61	632	3.0%
59	628	3.0%
51	601	2.9%
Other values (101)	12129	58.1%
(Missing)	2186	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	46	0.2%
2	41	0.2%
3	24	0.1%
4	21	0.1%
5	27	0.1%
6	21	0.1%
7	16	0.1%
8	20	0.1%
9	20	0.1%
10	18	0.1%

Value	Count	Frequency (%)
122	1	< 0.1%
112	1	< 0.1%
111	1	< 0.1%
110	1	< 0.1%
109	2	< 0.1%
108	1	< 0.1%
105	2	< 0.1%
104	1	< 0.1%
103	6	< 0.1%
102	3	< 0.1%

MeanBP_Max
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	247
Distinct (%)	1.3%
Missing	2186
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	107.074282

Minimum	29
Maximum	299
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	29
5-th percentile	78
Q1	91
median	102
Q3	116
95-th percentile	146
Maximum	299
Range	270
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	27.58598981
Coefficient of variation (CV)	0.2576341329
Kurtosis	14.8973779
Mean	107.074282
Median Absolute Deviation (MAD)	12
Skewness	3.09107009
Sum	2002182
Variance	760.986834
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
97	489	2.3%
99	446	2.1%
96	444	2.1%
100	440	2.1%
94	438	2.1%
93	436	2.1%
104	434	2.1%
92	432	2.1%
98	430	2.1%
103	425	2.0%
Other values (237)	14285	68.4%
(Missing)	2186	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29	1	< 0.1%
42	1	< 0.1%
44	1	< 0.1%
52	1	< 0.1%
54	3	< 0.1%
56	1	< 0.1%
58	1	< 0.1%
59	3	< 0.1%
60	4	< 0.1%
61	3	< 0.1%

Value	Count	Frequency (%)
299	2	< 0.1%
298	7	< 0.1%
297	6	< 0.1%
296	4	< 0.1%
295	5	< 0.1%
294	6	< 0.1%
293	8	< 0.1%
292	3	< 0.1%
291	3	< 0.1%
290	2	< 0.1%

MeanBP_Mean
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	13116
Distinct (%)	70.1%
Missing	2186
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	77.60953513

Minimum	25.75990676
Maximum	136.6521739
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	25.75990676
5-th percentile	61.71776744
Q1	70.03390805
median	76.29411765
Q3	84.04177433
95-th percentile	97.75192308
Maximum	136.6521739
Range	110.8922672
Interquartile range (IQR)	14.00786629

Descriptive statistics

Standard deviation	11.11329946
Coefficient of variation (CV)	0.1431950268
Kurtosis	0.8272549465
Mean	77.60953513
Median Absolute Deviation (MAD)	6.894117647
Skewness	0.606690526
Sum	1451220.697
Variance	123.5054249
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75	33	0.2%
79	31	0.1%
76	31	0.1%
65	28	0.1%
72	25	0.1%
83	23	0.1%
81	23	0.1%
74	23	0.1%
68	23	0.1%
78	22	0.1%
Other values (13106)	18437	88.3%
(Missing)	2186	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.75990676	1	< 0.1%
29	1	< 0.1%
37.5	1	< 0.1%
37.8	1	< 0.1%
37.92307692	1	< 0.1%
38.25	2	< 0.1%
40.15789474	1	< 0.1%
42.30392157	1	< 0.1%
43.37209302	1	< 0.1%
44.22222222	1	< 0.1%

Value	Count	Frequency (%)
136.6521739	1	< 0.1%
133	1	< 0.1%
132.0588235	1	< 0.1%
131.8	1	< 0.1%
130.6206897	1	< 0.1%
129.3125	1	< 0.1%
129.2142857	1	< 0.1%
127.3658537	1	< 0.1%
126.1290323	1	< 0.1%
126.1147541	1	< 0.1%

RespRate_Min
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	32
Distinct (%)	0.2%
Missing	2189
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	11.91920732

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	10
median	12
Q3	14
95-th percentile	18
Maximum	31
Range	30
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.572189186
Coefficient of variation (CV)	0.299700231
Kurtosis	0.7990830313
Mean	11.91920732
Median Absolute Deviation (MAD)	2
Skewness	0.2572323069
Sum	222841.5
Variance	12.76053558
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
12	2434	11.7%
11	2083	10.0%
10	2023	9.7%
14	1986	9.5%
13	1900	9.1%
9	1507	7.2%
15	1193	5.7%
8	1131	5.4%
16	939	4.5%
7	723	3.5%
Other values (22)	2777	13.3%
(Missing)	2189	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	39	0.2%
2	57	0.3%
3	86	0.4%
4	162	0.8%
5	265	1.3%
6	444	2.1%
7	723	3.5%
8	1131	5.4%
9	1507	7.2%
9.5	1	< 0.1%

Value	Count	Frequency (%)
31	1	< 0.1%
30	1	< 0.1%
29	1	< 0.1%
28	4	< 0.1%
27	7	< 0.1%
26	16	0.1%
25	14	0.1%
24	29	0.1%
23	33	0.2%
22	63	0.3%

RespRate_Max
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	58
Distinct (%)	0.3%
Missing	2189
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	27.78022037

Minimum	12
Maximum	69
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	12
5-th percentile	20
Q1	23
median	27
Q3	31
95-th percentile	39
Maximum	69
Range	57
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.278513671
Coefficient of variation (CV)	0.2260066186
Kurtosis	3.098831668
Mean	27.78022037
Median Absolute Deviation (MAD)	4
Skewness	1.244570336
Sum	519379
Variance	39.41973391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	1481	7.1%
25	1425	6.8%
26	1394	6.7%
27	1336	6.4%
28	1266	6.1%
23	1192	5.7%
22	1186	5.7%
29	1090	5.2%
30	1008	4.8%
21	813	3.9%
Other values (48)	6505	31.1%
(Missing)	2189	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12	5	< 0.1%
13	2	< 0.1%
14	13	0.1%
15	14	0.1%
16	56	0.3%
17	127	0.6%
18	242	1.2%
19	370	1.8%
20	658	3.2%
21	813	3.9%

Value	Count	Frequency (%)
69	2	< 0.1%
68	2	< 0.1%
67	4	< 0.1%
66	1	< 0.1%
65	4	< 0.1%
64	4	< 0.1%
63	2	< 0.1%
62	1	< 0.1%
61	4	< 0.1%
60	6	< 0.1%

RespRate_Mean
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	8875
Distinct (%)	47.5%
Missing	2189
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	18.98585472

Minimum	9.291666667
Maximum	41.23529412
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	9.291666667
5-th percentile	13.83333333
Q1	16.25
median	18.38235294
Q3	21.10554311
95-th percentile	26.22099673
Maximum	41.23529412
Range	31.94362745
Interquartile range (IQR)	4.855543113

Descriptive statistics

Standard deviation	3.849713293
Coefficient of variation (CV)	0.2027674471
Kurtosis	1.387915009
Mean	18.98585472
Median Absolute Deviation (MAD)	2.367647059
Skewness	0.9285136961
Sum	354959.5399
Variance	14.82029244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	94	0.5%
17	76	0.4%
16	74	0.4%
19	68	0.3%
15	53	0.3%
20	50	0.2%
21	46	0.2%
22	42	0.2%
17.5	40	0.2%
16.5	34	0.2%
Other values (8865)	18119	86.8%
(Missing)	2189	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.291666667	1	< 0.1%
9.371428571	1	< 0.1%
9.870967742	1	< 0.1%
9.875	1	< 0.1%
9.934782609	1	< 0.1%
9.939393939	1	< 0.1%
10	2	< 0.1%
10.03225806	1	< 0.1%
10.16666667	1	< 0.1%
10.29166667	1	< 0.1%

Value	Count	Frequency (%)
41.23529412	1	< 0.1%
40.85106383	1	< 0.1%
40.5	1	< 0.1%
40.14516129	1	< 0.1%
40.09677419	1	< 0.1%
39.31034483	1	< 0.1%
38.92	1	< 0.1%
38.33333333	1	< 0.1%
38.21875	1	< 0.1%
37.63636364	1	< 0.1%

TempC_Min
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	197
Distinct (%)	1.1%
Missing	2497
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.05120761

Minimum	15
Maximum	40.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	15
5-th percentile	35.05555556
Q1	35.66666667
median	36.11111111
Q3	36.5
95-th percentile	37.05555556
Maximum	40.1
Range	25.1
Interquartile range (IQR)	0.8333333333

Descriptive statistics

Standard deviation	0.7321235004
Coefficient of variation (CV)	0.02030787729
Kurtosis	52.96573076
Mean	36.05120761
Median Absolute Deviation (MAD)	0.4444444444
Skewness	-3.030847831
Sum	662909.6056
Variance	0.5360048199
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.11111111	1027	4.9%
35.55555556	918	4.4%
36.44444444	671	3.2%
36.55555556	661	3.2%
35.83333333	626	3.0%
36.38888889	622	3.0%
36.33333333	593	2.8%
36	580	2.8%
36.66666667	572	2.7%
36.16666667	560	2.7%
Other values (187)	11558	55.3%
(Missing)	2497	12.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15	1	< 0.1%
23.3	1	< 0.1%
26.6	1	< 0.1%
26.66666667	3	< 0.1%
28.4	1	< 0.1%
29	1	< 0.1%
29.9	1	< 0.1%
30.27777778	1	< 0.1%
30.5	1	< 0.1%
30.55555556	1	< 0.1%

Value	Count	Frequency (%)
40.1	1	< 0.1%
40	1	< 0.1%
39.6	1	< 0.1%
39.22222222	1	< 0.1%
39.2	1	< 0.1%
39.16666667	1	< 0.1%
39	1	< 0.1%
38.94444444	1	< 0.1%
38.88888889	1	< 0.1%
38.83333333	1	< 0.1%

TempC_Max
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	203
Distinct (%)	1.1%
Missing	2497
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.42878145

Minimum	30.8
Maximum	42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	30.8
5-th percentile	36.33333333
Q1	36.94444444
median	37.33333333
Q3	37.88888889
95-th percentile	38.88888889
Maximum	42
Range	11.2
Interquartile range (IQR)	0.9444444444

Descriptive statistics

Standard deviation	0.7998972238
Coefficient of variation (CV)	0.02137117995
Kurtosis	2.713720453
Mean	37.42878145
Median Absolute Deviation (MAD)	0.4444444444
Skewness	0.2732416694
Sum	688240.4333
Variance	0.6398355686
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	794	3.8%
37.11111111	726	3.5%
37.16666667	667	3.2%
37.05555556	665	3.2%
36.88888889	585	2.8%
37.22222222	570	2.7%
36.66666667	550	2.6%
37.27777778	539	2.6%
36.94444444	526	2.5%
37.33333333	516	2.5%
Other values (193)	12250	58.7%
(Missing)	2497	12.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30.8	1	< 0.1%
30.88888889	1	< 0.1%
31.6	1	< 0.1%
32	1	< 0.1%
32.2	1	< 0.1%
32.4	1	< 0.1%
32.5	1	< 0.1%
32.6	1	< 0.1%
32.61111111	1	< 0.1%
32.7	1	< 0.1%

Value	Count	Frequency (%)
42	1	< 0.1%
41.6	1	< 0.1%
41.33333333	2	< 0.1%
41.11111111	1	< 0.1%
41	1	< 0.1%
40.94444444	1	< 0.1%
40.9	1	< 0.1%
40.83333333	1	< 0.1%
40.61111111	1	< 0.1%
40.6	3	< 0.1%

TempC_Mean
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	4353
Distinct (%)	23.7%
Missing	2497
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.7517171

Minimum	30.66666667
Maximum	40.23833333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	30.66666667
5-th percentile	35.88888889
Q1	36.38888889
median	36.73148148
Q3	37.09259259
95-th percentile	37.75308642
Maximum	40.23833333
Range	9.571666667
Interquartile range (IQR)	0.7037037037

Descriptive statistics

Standard deviation	0.6034758027
Coefficient of variation (CV)	0.01642034306
Kurtosis	5.381340767
Mean	36.7517171
Median Absolute Deviation (MAD)	0.3481481481
Skewness	-0.4430801678
Sum	675790.574
Variance	0.3641830444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.66666667	139	0.7%
36.72222222	132	0.6%
36.77777778	129	0.6%
36.55555556	124	0.6%
36.61111111	121	0.6%
36.5	113	0.5%
36.83333333	112	0.5%
36.88888889	111	0.5%
36.38888889	98	0.5%
37	94	0.5%
Other values (4343)	17215	82.4%
(Missing)	2497	12.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30.66666667	1	< 0.1%
30.88888889	1	< 0.1%
31.6	1	< 0.1%
31.69444444	1	< 0.1%
32	1	< 0.1%
32.01578947	1	< 0.1%
32.1	1	< 0.1%
32.2	1	< 0.1%
32.33611111	1	< 0.1%
32.35	1	< 0.1%

Value	Count	Frequency (%)
40.23833333	1	< 0.1%
40.1	1	< 0.1%
40.05555556	1	< 0.1%
40	1	< 0.1%
39.72407407	1	< 0.1%
39.68088889	1	< 0.1%
39.66666667	1	< 0.1%
39.53535354	1	< 0.1%
39.46296296	1	< 0.1%
39.35714286	1	< 0.1%

SpO2_Min
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	93
Distinct (%)	0.5%
Missing	2203
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	91.00749384

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	1
5-th percentile	80
Q1	90
median	92
Q3	94
95-th percentile	97
Maximum	100
Range	99
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	7.39939013
Coefficient of variation (CV)	0.08130528397
Kurtosis	39.18688733
Mean	91.00749384
Median Absolute Deviation (MAD)	2
Skewness	-5.003111398
Sum	1700202
Variance	54.7509743
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
93	2394	11.5%
92	2286	10.9%
94	2231	10.7%
95	1766	8.5%
91	1719	8.2%
90	1358	6.5%
96	1228	5.9%
89	820	3.9%
97	781	3.7%
88	637	3.1%
Other values (83)	3462	16.6%
(Missing)	2203	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	2	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
9	4	< 0.1%
11	2	< 0.1%
13	3	< 0.1%
14	1	< 0.1%

Value	Count	Frequency (%)
100	127	0.6%
99	236	1.1%
98	448	2.1%
97	781	3.7%
96	1228	5.9%
95	1766	8.5%
94	2231	10.7%
93	2394	11.5%
92	2286	10.9%
91	1719	8.2%

SpO2_Max
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	22
Distinct (%)	0.1%
Missing	2203
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	99.55588267

Minimum	57
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	57
5-th percentile	97.05
Q1	100
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	43
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.159792434
Coefficient of variation (CV)	0.01164966251
Kurtosis	228.3208101
Mean	99.55588267
Median Absolute Deviation (MAD)	0
Skewness	-9.698138761
Sum	1859903
Variance	1.345118489
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
100	14313	68.5%
99	2286	10.9%
98	1148	5.5%
97	550	2.6%
96	233	1.1%
95	77	0.4%
94	25	0.1%
93	13	0.1%
91	11	0.1%
92	10	< 0.1%
Other values (12)	16	0.1%
(Missing)	2203	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
57	1	< 0.1%
67	1	< 0.1%
69	2	< 0.1%
70	1	< 0.1%
79	1	< 0.1%
80	1	< 0.1%
81	1	< 0.1%
82	1	< 0.1%
85	1	< 0.1%
88	3	< 0.1%

Value	Count	Frequency (%)
100	14313	68.5%
99	2286	10.9%
98	1148	5.5%
97	550	2.6%
96	233	1.1%
95	77	0.4%
94	25	0.1%
93	13	0.1%
92	10	< 0.1%
91	11	0.1%

SpO2_Mean
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	6366
Distinct (%)	34.1%
Missing	2203
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	96.86668507

Minimum	47.66666667
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	47.66666667
5-th percentile	93.6
Q1	95.8125
median	97.14285714
Q3	98.34615385
95-th percentile	99.58923319
Maximum	100
Range	52.33333333
Interquartile range (IQR)	2.533653846

Descriptive statistics

Standard deviation	2.333108256
Coefficient of variation (CV)	0.02408576545
Kurtosis	57.03712063
Mean	96.86668507
Median Absolute Deviation (MAD)	1.257142857
Skewness	-4.552082192
Sum	1809663.41
Variance	5.443394136
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
97	143	0.7%
100	127	0.6%
98	114	0.5%
99	111	0.5%
96	107	0.5%
95	70	0.3%
97.5	68	0.3%
98.5	61	0.3%
96.5	53	0.3%
97.66666667	45	0.2%
Other values (6356)	17783	85.1%
(Missing)	2203	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47.66666667	1	< 0.1%
55.69230769	1	< 0.1%
55.86956522	1	< 0.1%
56.55555556	1	< 0.1%
56.85714286	1	< 0.1%
57	1	< 0.1%
57.85714286	1	< 0.1%
65	1	< 0.1%
65.41176471	1	< 0.1%
67	1	< 0.1%

Value	Count	Frequency (%)
100	127	0.6%
99.9837963	1	< 0.1%
99.98029135	1	< 0.1%
99.97959184	1	< 0.1%
99.97826087	2	< 0.1%
99.97727273	2	< 0.1%
99.97674419	4	< 0.1%
99.97619048	2	< 0.1%
99.97560976	2	< 0.1%
99.97435897	1	< 0.1%

Glucose_Min
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	326
Distinct (%)	1.6%
Missing	253
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	106.7819746

Minimum	2
Maximum	563
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	2
5-th percentile	62
Q1	86
median	102
Q3	121
95-th percentile	166
Maximum	563
Range	561
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	35.17881088
Coefficient of variation (CV)	0.3294452178
Kurtosis	11.56747541
Mean	106.7819746
Median Absolute Deviation (MAD)	17
Skewness	2.045072888
Sum	2203125.7
Variance	1237.548735
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88	376	1.8%
92	366	1.8%
94	366	1.8%
99	351	1.7%
91	348	1.7%
97	346	1.7%
98	342	1.6%
89	334	1.6%
100	333	1.6%
93	332	1.6%
Other values (316)	17138	82.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	< 0.1%
5.7	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
9	3	< 0.1%
10	1	< 0.1%
12	2	< 0.1%
14	2	< 0.1%
15	1	< 0.1%
16	3	< 0.1%

Value	Count	Frequency (%)
563	1	< 0.1%
480	1	< 0.1%
479	1	< 0.1%
460	2	< 0.1%
455	1	< 0.1%
454	1	< 0.1%
448	1	< 0.1%
432	1	< 0.1%
425	1	< 0.1%
424	1	< 0.1%

Glucose_Max
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	598
Distinct (%)	2.9%
Missing	253
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	182.1296045

Minimum	42
Maximum	2440
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	42
5-th percentile	95
Q1	126
median	161
Q3	206
95-th percentile	352
Maximum	2440
Range	2398
Interquartile range (IQR)	80

Descriptive statistics

Standard deviation	92.66560277
Coefficient of variation (CV)	0.5087893483
Kurtosis	47.10599705
Mean	182.1296045
Median Absolute Deviation (MAD)	38
Skewness	4.058114258
Sum	3757698
Variance	8586.913937
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
152	177	0.8%
126	167	0.8%
141	165	0.8%
140	164	0.8%
150	164	0.8%
117	162	0.8%
138	162	0.8%
165	162	0.8%
146	161	0.8%
131	159	0.8%
Other values (588)	18989	90.9%
(Missing)	253	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42	1	< 0.1%
51	1	< 0.1%
52	4	< 0.1%
53	1	< 0.1%
54	1	< 0.1%
55	2	< 0.1%
56	1	< 0.1%
57	1	< 0.1%
58	2	< 0.1%
59	2	< 0.1%

Value	Count	Frequency (%)
2440	1	< 0.1%
2286	1	< 0.1%
1746	1	< 0.1%
1638	1	< 0.1%
1229	1	< 0.1%
1115	1	< 0.1%
1052	1	< 0.1%
1045	1	< 0.1%
1038	1	< 0.1%
1016	1	< 0.1%

Glucose_Mean
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	6219
Distinct (%)	30.1%
Missing	253
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	138.8564278

Minimum	42
Maximum	771.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	42
5-th percentile	88.85714286
Q1	110.75
median	128.6666667
Q3	154.5785714
95-th percentile	224.63
Maximum	771.9
Range	729.9
Interquartile range (IQR)	43.82857143

Descriptive statistics

Standard deviation	44.93314485
Coefficient of variation (CV)	0.3235942733
Kurtosis	10.53483136
Mean	138.8564278
Median Absolute Deviation (MAD)	20.66666667
Skewness	2.207930714
Sum	2864885.818
Variance	2018.987506
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
108	115	0.6%
112	114	0.5%
110	108	0.5%
111	107	0.5%
124	102	0.5%
99	99	0.5%
94	99	0.5%
106	97	0.5%
102	95	0.5%
123	94	0.5%
Other values (6209)	19602	93.9%
(Missing)	253	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42	1	< 0.1%
43.25	1	< 0.1%
45	1	< 0.1%
51	1	< 0.1%
51.5	1	< 0.1%
52	3	< 0.1%
52.75	1	< 0.1%
54	1	< 0.1%
55	2	< 0.1%
55.5	1	< 0.1%

Value	Count	Frequency (%)
771.9	1	< 0.1%
661.75	1	< 0.1%
611.6	1	< 0.1%
580	1	< 0.1%
579	1	< 0.1%
563	1	< 0.1%
557.4	1	< 0.1%
551.125	1	< 0.1%
534.3333333	1	< 0.1%
533.6666667	1	< 0.1%

GENDER
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

M	11759
F	9126

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	20885
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F
2nd row	F
3rd row	F
4th row	F
5th row	F

Common Values

Value	Count	Frequency (%)
M	11759	56.3%
F	9126	43.7%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
m	11759	56.3%
f	9126	43.7%

Most occurring characters

Value	Count	Frequency (%)
M	11759	56.3%
F	9126	43.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	20885	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	11759	56.3%
F	9126	43.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	20885	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	11759	56.3%
F	9126	43.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20885	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
M	11759	56.3%
F	9126	43.7%

DOB
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	14007
Distinct (%)	67.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

2117-08-07 00:00:00	26
2096-10-22 00:00:00	16
2112-11-14 00:00:00	16
2105-05-05 00:00:00	15
2144-09-28 00:00:00	15
Other values (14002)	20797

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Characters and Unicode

Total characters	396815
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9815 ?
Unique (%)	47.0%

Sample

1st row	2108-07-16 00:00:00
2nd row	2087-01-16 00:00:00
3rd row	2057-09-17 00:00:00
4th row	2056-02-27 00:00:00
5th row	2066-12-19 00:00:00

Common Values

Value	Count	Frequency (%)
2117-08-07 00:00:00	26	0.1%
2096-10-22 00:00:00	16	0.1%
2112-11-14 00:00:00	16	0.1%
2105-05-05 00:00:00	15	0.1%
2144-09-28 00:00:00	15	0.1%
2089-12-13 00:00:00	15	0.1%
2106-01-28 00:00:00	12	0.1%
2120-10-31 00:00:00	12	0.1%
2045-04-02 00:00:00	12	0.1%
2071-06-27 00:00:00	11	0.1%
Other values (13997)	20735	99.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
00:00:00	20885	50.0%
2117-08-07	26	0.1%
2096-10-22	16	< 0.1%
2112-11-14	16	< 0.1%
2105-05-05	15	< 0.1%
2144-09-28	15	< 0.1%
2089-12-13	15	< 0.1%
2106-01-28	12	< 0.1%
2120-10-31	12	< 0.1%
2045-04-02	12	< 0.1%
Other values (13998)	20746	49.7%

Most occurring characters

Value	Count	Frequency (%)
0	167412	42.2%
-	41770	10.5%
:	41770	10.5%
2	36040	9.1%
1	31077	7.8%
	20885	5.3%
8	9210	2.3%
3	9045	2.3%
5	8173	2.1%
9	7895	2.0%
Other values (3)	23538	5.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	292390	73.7%
Dash Punctuation	41770	10.5%
Other Punctuation	41770	10.5%
Space Separator	20885	5.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	167412	57.3%
2	36040	12.3%
1	31077	10.6%
8	9210	3.1%
3	9045	3.1%
5	8173	2.8%
9	7895	2.7%
6	7884	2.7%
7	7870	2.7%
4	7784	2.7%

Dash Punctuation

Value	Count	Frequency (%)
-	41770	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	41770	100.0%

Space Separator

Value	Count	Frequency (%)
	20885	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	396815	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	167412	42.2%
-	41770	10.5%
:	41770	10.5%
2	36040	9.1%
1	31077	7.8%
	20885	5.3%
8	9210	2.3%
3	9045	2.3%
5	8173	2.1%
9	7895	2.0%
Other values (3)	23538	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	396815	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	167412	42.2%
-	41770	10.5%
:	41770	10.5%
2	36040	9.1%
1	31077	7.8%
	20885	5.3%
8	9210	2.3%
3	9045	2.3%
5	8173	2.1%
9	7895	2.0%
Other values (3)	23538	5.9%

DOD
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct	4901
Distinct (%)	66.5%
Missing	13511
Missing (%)	64.7%
Memory size	969.6 KiB

2142-08-30 00:00:00	25
2156-11-06 00:00:00	14
2148-10-23 00:00:00	12
2111-07-01 00:00:00	12
2182-11-26 00:00:00	10
Other values (4896)	7301

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Characters and Unicode

Total characters	140106
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3474 ?
Unique (%)	47.1%

Sample

1st row	2180-03-09 00:00:00
2nd row	2132-03-01 00:00:00
3rd row	2147-01-18 00:00:00
4th row	2118-03-09 00:00:00
5th row	2107-07-28 00:00:00

Common Values

Value	Count	Frequency (%)
2142-08-30 00:00:00	25	0.1%
2156-11-06 00:00:00	14	0.1%
2148-10-23 00:00:00	12	0.1%
2111-07-01 00:00:00	12	0.1%
2182-11-26 00:00:00	10	< 0.1%
2195-04-10 00:00:00	10	< 0.1%
2173-12-24 00:00:00	10	< 0.1%
2172-03-03 00:00:00	10	< 0.1%
2172-01-26 00:00:00	9	< 0.1%
2162-11-14 00:00:00	9	< 0.1%
Other values (4891)	7253	34.7%
(Missing)	13511	64.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
00:00:00	7374	50.0%
2142-08-30	25	0.2%
2156-11-06	14	0.1%
2148-10-23	12	0.1%
2111-07-01	12	0.1%
2182-11-26	10	0.1%
2195-04-10	10	0.1%
2173-12-24	10	0.1%
2172-03-03	10	0.1%
2172-01-26	9	0.1%
Other values (4892)	7262	49.2%

Most occurring characters

Value	Count	Frequency (%)
0	54820	39.1%
1	14926	10.7%
-	14748	10.5%
:	14748	10.5%
2	13481	9.6%
	7374	5.3%
3	3190	2.3%
7	2896	2.1%
8	2866	2.0%
4	2801	2.0%
Other values (3)	8256	5.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	103236	73.7%
Dash Punctuation	14748	10.5%
Other Punctuation	14748	10.5%
Space Separator	7374	5.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	54820	53.1%
1	14926	14.5%
2	13481	13.1%
3	3190	3.1%
7	2896	2.8%
8	2866	2.8%
4	2801	2.7%
5	2788	2.7%
9	2749	2.7%
6	2719	2.6%

Dash Punctuation

Value	Count	Frequency (%)
-	14748	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	14748	100.0%

Space Separator

Value	Count	Frequency (%)
	7374	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	140106	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	54820	39.1%
1	14926	10.7%
-	14748	10.5%
:	14748	10.5%
2	13481	9.6%
	7374	5.3%
3	3190	2.3%
7	2896	2.1%
8	2866	2.0%
4	2801	2.0%
Other values (3)	8256	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	140106	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	54820	39.1%
1	14926	10.7%
-	14748	10.5%
:	14748	10.5%
2	13481	9.6%
	7374	5.3%
3	3190	2.3%
7	2896	2.1%
8	2866	2.0%
4	2801	2.0%
Other values (3)	8256	5.9%

ADMITTIME
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	19714
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

2165-02-25 11:40:00	5
2150-11-03 22:05:00	5
2169-10-31 20:11:00	5
2177-04-13 17:36:00	4
2176-02-27 17:39:00	4
Other values (19709)	20862

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Characters and Unicode

Total characters	396815
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	18668 ?
Unique (%)	89.4%

Sample

1st row	2178-02-06 10:35:00
2nd row	2129-02-12 22:34:00
3rd row	2125-11-17 23:04:00
4th row	2131-01-26 08:00:00
5th row	2146-05-04 02:02:00

Common Values

Value	Count	Frequency (%)
2165-02-25 11:40:00	5	< 0.1%
2150-11-03 22:05:00	5	< 0.1%
2169-10-31 20:11:00	5	< 0.1%
2177-04-13 17:36:00	4	< 0.1%
2176-02-27 17:39:00	4	< 0.1%
2112-08-17 16:16:00	4	< 0.1%
2174-04-22 07:15:00	4	< 0.1%
2171-01-30 00:52:00	4	< 0.1%
2180-07-17 01:51:00	4	< 0.1%
2119-01-17 21:27:00	4	< 0.1%
Other values (19704)	20842	99.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
07:15:00	1242	3.0%
08:00:00	335	0.8%
14:00:00	178	0.4%
12:00:00	146	0.3%
11:30:00	97	0.2%
10:30:00	79	0.2%
07:30:00	75	0.2%
12:30:00	67	0.2%
13:00:00	66	0.2%
11:00:00	65	0.2%
Other values (16750)	39420	94.4%

Most occurring characters

Value	Count	Frequency (%)
0	87523	22.1%
1	60955	15.4%
2	49528	12.5%
-	41770	10.5%
:	41770	10.5%
	20885	5.3%
3	16802	4.2%
5	15640	3.9%
4	14625	3.7%
7	12563	3.2%
Other values (3)	34754	8.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	292390	73.7%
Dash Punctuation	41770	10.5%
Other Punctuation	41770	10.5%
Space Separator	20885	5.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	87523	29.9%
1	60955	20.8%
2	49528	16.9%
3	16802	5.7%
5	15640	5.3%
4	14625	5.0%
7	12563	4.3%
8	11893	4.1%
6	11723	4.0%
9	11138	3.8%

Dash Punctuation

Value	Count	Frequency (%)
-	41770	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	41770	100.0%

Space Separator

Value	Count	Frequency (%)
	20885	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	396815	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	87523	22.1%
1	60955	15.4%
2	49528	12.5%
-	41770	10.5%
:	41770	10.5%
	20885	5.3%
3	16802	4.2%
5	15640	3.9%
4	14625	3.7%
7	12563	3.2%
Other values (3)	34754	8.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	396815	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	87523	22.1%
1	60955	15.4%
2	49528	12.5%
-	41770	10.5%
:	41770	10.5%
	20885	5.3%
3	16802	4.2%
5	15640	3.9%
4	14625	3.7%
7	12563	3.2%
Other values (3)	34754	8.8%

DISCHTIME
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	19706
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

2165-07-06 20:27:00	5
2170-01-12 15:20:00	5
2151-02-17 12:00:00	5
2179-11-24 13:15:00	4
2112-08-11 14:13:00	4
Other values (19701)	20862

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Characters and Unicode

Total characters	396815
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	18652 ?
Unique (%)	89.3%

Sample

1st row	2178-02-13 18:30:00
2nd row	2129-02-13 16:20:00
3rd row	2125-12-05 17:55:00
4th row	2131-02-05 16:23:00
5th row	2146-05-20 18:40:00

Common Values

Value	Count	Frequency (%)
2165-07-06 20:27:00	5	< 0.1%
2170-01-12 15:20:00	5	< 0.1%
2151-02-17 12:00:00	5	< 0.1%
2179-11-24 13:15:00	4	< 0.1%
2112-08-11 14:13:00	4	< 0.1%
2156-12-13 19:28:00	4	< 0.1%
2129-02-22 17:44:00	4	< 0.1%
2174-08-23 10:19:00	4	< 0.1%
2101-07-01 20:00:00	4	< 0.1%
2176-05-15 18:45:00	4	< 0.1%
Other values (19696)	20842	99.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
16:00:00	485	1.2%
15:00:00	449	1.1%
14:00:00	429	1.0%
15:30:00	407	1.0%
17:00:00	397	1.0%
14:30:00	389	0.9%
16:30:00	375	0.9%
13:30:00	316	0.8%
17:30:00	301	0.7%
12:00:00	297	0.7%
Other values (16230)	37925	90.8%

Most occurring characters

Value	Count	Frequency (%)
0	88068	22.2%
1	65960	16.6%
2	43878	11.1%
-	41770	10.5%
:	41770	10.5%
	20885	5.3%
5	18160	4.6%
3	16933	4.3%
4	15571	3.9%
6	11896	3.0%
Other values (3)	31924	8.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	292390	73.7%
Dash Punctuation	41770	10.5%
Other Punctuation	41770	10.5%
Space Separator	20885	5.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	88068	30.1%
1	65960	22.6%
2	43878	15.0%
5	18160	6.2%
3	16933	5.8%
4	15571	5.3%
6	11896	4.1%
7	11400	3.9%
8	10920	3.7%
9	9604	3.3%

Dash Punctuation

Value	Count	Frequency (%)
-	41770	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	41770	100.0%

Space Separator

Value	Count	Frequency (%)
	20885	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	396815	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	88068	22.2%
1	65960	16.6%
2	43878	11.1%
-	41770	10.5%
:	41770	10.5%
	20885	5.3%
5	18160	4.6%
3	16933	4.3%
4	15571	3.9%
6	11896	3.0%
Other values (3)	31924	8.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	396815	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	88068	22.2%
1	65960	16.6%
2	43878	11.1%
-	41770	10.5%
:	41770	10.5%
	20885	5.3%
5	18160	4.6%
3	16933	4.3%
4	15571	3.9%
6	11896	3.0%
Other values (3)	31924	8.0%

DEATHTIME
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct	2093
Distinct (%)	89.3%
Missing	18540
Missing (%)	88.8%
Memory size	753.5 KiB

2151-02-17 12:00:00	5
2165-07-06 20:27:00	5
2112-10-30 12:38:00	4
2174-08-23 10:19:00	4
2177-04-30 12:00:00	4
Other values (2088)	2323

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Characters and Unicode

Total characters	44555
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1883 ?
Unique (%)	80.3%

Sample

1st row	2129-10-15 13:30:00
2nd row	2172-03-08 13:20:00
3rd row	2126-11-09 03:59:00
4th row	2140-06-13 06:15:00
5th row	2163-11-17 21:30:00

Common Values

Value	Count	Frequency (%)
2151-02-17 12:00:00	5	< 0.1%
2165-07-06 20:27:00	5	< 0.1%
2112-10-30 12:38:00	4	< 0.1%
2174-08-23 10:19:00	4	< 0.1%
2177-04-30 12:00:00	4	< 0.1%
2176-05-15 18:45:00	4	< 0.1%
2129-02-22 17:44:00	4	< 0.1%
2156-12-13 19:28:00	4	< 0.1%
2167-12-15 01:45:00	3	< 0.1%
2132-07-05 01:00:00	3	< 0.1%
Other values (2083)	2305	11.0%
(Missing)	18540	88.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
12:00:00	151	3.2%
00:00:00	47	1.0%
00:01:00	27	0.6%
15:00:00	20	0.4%
04:00:00	17	0.4%
08:00:00	16	0.3%
01:00:00	15	0.3%
04:30:00	15	0.3%
17:30:00	15	0.3%
15:30:00	15	0.3%
Other values (2780)	4352	92.8%

Most occurring characters

Value	Count	Frequency (%)
0	11048	24.8%
1	6543	14.7%
2	5338	12.0%
-	4690	10.5%
:	4690	10.5%
	2345	5.3%
5	1993	4.5%
3	1727	3.9%
4	1557	3.5%
8	1182	2.7%
Other values (3)	3442	7.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32830	73.7%
Dash Punctuation	4690	10.5%
Other Punctuation	4690	10.5%
Space Separator	2345	5.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11048	33.7%
1	6543	19.9%
2	5338	16.3%
5	1993	6.1%
3	1727	5.3%
4	1557	4.7%
8	1182	3.6%
7	1165	3.5%
9	1157	3.5%
6	1120	3.4%

Dash Punctuation

Value	Count	Frequency (%)
-	4690	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	4690	100.0%

Space Separator

Value	Count	Frequency (%)
	2345	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	44555	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11048	24.8%
1	6543	14.7%
2	5338	12.0%
-	4690	10.5%
:	4690	10.5%
	2345	5.3%
5	1993	4.5%
3	1727	3.9%
4	1557	3.5%
8	1182	2.7%
Other values (3)	3442	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	44555	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11048	24.8%
1	6543	14.7%
2	5338	12.0%
-	4690	10.5%
:	4690	10.5%
	2345	5.3%
5	1993	4.5%
3	1727	3.9%
4	1557	3.5%
8	1182	2.7%
Other values (3)	3442	7.7%

Diff
Real number (ℝ)

Distinct	16317
Distinct (%)	78.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-51617.06983

Minimum	-72740.27444
Maximum	-32157.49458
Zeros	0
Zeros (%)	0.0%
Negative	20885
Negative (%)	100.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	-72740.27444
5-th percentile	-68276.09583
Q1	-60864.45411
median	-51561.70346
Q3	-42327.56003
95-th percentile	-34962.70801
Maximum	-32157.49458
Range	40582.77986
Interquartile range (IQR)	18536.89408

Descriptive statistics

Standard deviation	10686.39585
Coefficient of variation (CV)	-0.2070322062
Kurtosis	-1.184788381
Mean	-51617.06983
Median Absolute Deviation (MAD)	9263.88625
Skewness	-0.007334920605
Sum	-1078022503
Variance	114199056.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-48600.94168	25	0.1%
-49364.92326	16	0.1%
-50424.60619	16	0.1%
-63198.28632	15	0.1%
-52787.60611	14	0.1%
-44199.47085	13	0.1%
-49736.78431	12	0.1%
-36049.41668	12	0.1%
-45615.25482	11	0.1%
-43280.55575	11	0.1%
Other values (16307)	20740	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-72740.27444	1	< 0.1%
-72059.60585	1	< 0.1%
-72049.09996	1	< 0.1%
-72042.60713	1	< 0.1%
-71904.38603	1	< 0.1%
-71865.6867	1	< 0.1%
-71863.27547	5	< 0.1%
-71828.39253	2	< 0.1%
-71823.75569	1	< 0.1%
-71762.42028	2	< 0.1%

Value	Count	Frequency (%)
-32157.49458	1	< 0.1%
-32176.06099	1	< 0.1%
-32181.9298	2	< 0.1%
-32226.63444	1	< 0.1%
-32274.88304	3	< 0.1%
-32278.00439	1	< 0.1%
-32286.82307	1	< 0.1%
-32302.55708	1	< 0.1%
-32335.12304	1	< 0.1%
-32354.39017	1	< 0.1%

ADMISSION_TYPE
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

EMERGENCY	17817
ELECTIVE	2848
URGENT	220

Length

Max length	9
Median length	9
Mean length	8.832032559
Min length	6

Characters and Unicode

Total characters	184457
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	EMERGENCY
2nd row	EMERGENCY
3rd row	EMERGENCY
4th row	ELECTIVE
5th row	EMERGENCY

Common Values

Value	Count	Frequency (%)
EMERGENCY	17817	85.3%
ELECTIVE	2848	13.6%
URGENT	220	1.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
emergency	17817	85.3%
elective	2848	13.6%
urgent	220	1.1%

Most occurring characters

Value	Count	Frequency (%)
E	62215	33.7%
C	20665	11.2%
R	18037	9.8%
G	18037	9.8%
N	18037	9.8%
M	17817	9.7%
Y	17817	9.7%
T	3068	1.7%
L	2848	1.5%
I	2848	1.5%
Other values (2)	3068	1.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	184457	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	62215	33.7%
C	20665	11.2%
R	18037	9.8%
G	18037	9.8%
N	18037	9.8%
M	17817	9.7%
Y	17817	9.7%
T	3068	1.7%
L	2848	1.5%
I	2848	1.5%
Other values (2)	3068	1.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	184457	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	62215	33.7%
C	20665	11.2%
R	18037	9.8%
G	18037	9.8%
N	18037	9.8%
M	17817	9.7%
Y	17817	9.7%
T	3068	1.7%
L	2848	1.5%
I	2848	1.5%
Other values (2)	3068	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	184457	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	62215	33.7%
C	20665	11.2%
R	18037	9.8%
G	18037	9.8%
N	18037	9.8%
M	17817	9.7%
Y	17817	9.7%
T	3068	1.7%
L	2848	1.5%
I	2848	1.5%
Other values (2)	3068	1.7%

INSURANCE
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

Medicare	11718
Private	6245
Medicaid	2117
Government	611
Self Pay	194

Length

Max length	10
Median length	8
Mean length	7.759492459
Min length	7

Characters and Unicode

Total characters	162057
Distinct characters	19
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Medicare
2nd row	Private
3rd row	Medicare
4th row	Medicare
5th row	Medicare

Common Values

Value	Count	Frequency (%)
Medicare	11718	56.1%
Private	6245	29.9%
Medicaid	2117	10.1%
Government	611	2.9%
Self Pay	194	0.9%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
medicare	11718	55.6%
private	6245	29.6%
medicaid	2117	10.0%
government	611	2.9%
self	194	0.9%
pay	194	0.9%

Most occurring characters

Value	Count	Frequency (%)
e	33214	20.5%
i	22197	13.7%
a	20274	12.5%
r	18574	11.5%
d	15952	9.8%
M	13835	8.5%
c	13835	8.5%
v	6856	4.2%
t	6856	4.2%
P	6439	4.0%
Other values (9)	4025	2.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	140784	86.9%
Uppercase Letter	21079	13.0%
Space Separator	194	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	33214	23.6%
i	22197	15.8%
a	20274	14.4%
r	18574	13.2%
d	15952	11.3%
c	13835	9.8%
v	6856	4.9%
t	6856	4.9%
n	1222	0.9%
o	611	0.4%
Other values (4)	1193	0.8%

Uppercase Letter

Value	Count	Frequency (%)
M	13835	65.6%
P	6439	30.5%
G	611	2.9%
S	194	0.9%

Space Separator

Value	Count	Frequency (%)
	194	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	161863	99.9%
Common	194	0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	33214	20.5%
i	22197	13.7%
a	20274	12.5%
r	18574	11.5%
d	15952	9.9%
M	13835	8.5%
c	13835	8.5%
v	6856	4.2%
t	6856	4.2%
P	6439	4.0%
Other values (8)	3831	2.4%

Common

Value	Count	Frequency (%)
	194	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	162057	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	33214	20.5%
i	22197	13.7%
a	20274	12.5%
r	18574	11.5%
d	15952	9.8%
M	13835	8.5%
c	13835	8.5%
v	6856	4.2%
t	6856	4.2%
P	6439	4.0%
Other values (9)	4025	2.5%

RELIGION
Categorical

HIGH CORRELATION

Distinct	17
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

CATHOLIC	7655
NOT SPECIFIED	5398
PROTESTANT QUAKER	2753
JEWISH	1840
UNOBTAINABLE	1515
Other values (12)	1724

Length

Max length	22
Median length	19
Mean length	10.7619344
Min length	5

Characters and Unicode

Total characters	224763
Distinct characters	30
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	PROTESTANT QUAKER
2nd row	UNOBTAINABLE
3rd row	PROTESTANT QUAKER
4th row	NOT SPECIFIED
5th row	JEWISH

Common Values

Value	Count	Frequency (%)
CATHOLIC	7655	36.7%
NOT SPECIFIED	5398	25.8%
PROTESTANT QUAKER	2753	13.2%
JEWISH	1840	8.8%
UNOBTAINABLE	1515	7.3%
OTHER	702	3.4%
EPISCOPALIAN	288	1.4%
GREEK ORTHODOX	178	0.9%
CHRISTIAN SCIENTIST	164	0.8%
BUDDHIST	109	0.5%
Other values (7)	283	1.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
catholic	7655	25.9%
not	5398	18.3%
specified	5398	18.3%
protestant	2753	9.3%
quaker	2753	9.3%
jewish	1840	6.2%
unobtainable	1515	5.1%
other	702	2.4%
episcopalian	288	1.0%
greek	178	0.6%
Other values (16)	1085	3.7%

Most occurring characters

Value	Count	Frequency (%)
T	24633	11.0%
I	23591	10.5%
E	21384	9.5%
C	21324	9.5%
O	18972	8.4%
A	17321	7.7%
N	12154	5.4%
S	11268	5.0%
H	10848	4.8%
L	9586	4.3%
Other values (20)	53682	23.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	215913	96.1%
Space Separator	8680	3.9%
Other Punctuation	86	< 0.1%
Dash Punctuation	54	< 0.1%
Decimal Number	30	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
T	24633	11.4%
I	23591	10.9%
E	21384	9.9%
C	21324	9.9%
O	18972	8.8%
A	17321	8.0%
N	12154	5.6%
S	11268	5.2%
H	10848	5.0%
L	9586	4.4%
Other values (15)	44832	20.8%

Other Punctuation

Value	Count	Frequency (%)
'	45	52.3%
.	41	47.7%

Space Separator

Value	Count	Frequency (%)
	8680	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	54	100.0%

Decimal Number

Value	Count	Frequency (%)
7	30	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	215913	96.1%
Common	8850	3.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
T	24633	11.4%
I	23591	10.9%
E	21384	9.9%
C	21324	9.9%
O	18972	8.8%
A	17321	8.0%
N	12154	5.6%
S	11268	5.2%
H	10848	5.0%
L	9586	4.4%
Other values (15)	44832	20.8%

Common

Value	Count	Frequency (%)
	8680	98.1%
-	54	0.6%
'	45	0.5%
.	41	0.5%
7	30	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	224763	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
T	24633	11.0%
I	23591	10.5%
E	21384	9.5%
C	21324	9.5%
O	18972	8.4%
A	17321	7.7%
N	12154	5.4%
S	11268	5.0%
H	10848	4.8%
L	9586	4.3%
Other values (20)	53682	23.9%

MARITAL_STATUS
Categorical

MISSING

Distinct	7
Distinct (%)	< 0.1%
Missing	722
Missing (%)	3.5%
Memory size	1.3 MiB

MARRIED	9664
SINGLE	5910
WIDOWED	2819
DIVORCED	1413
SEPARATED	240
Other values (2)	117

Length

Max length	17
Median length	7
Mean length	6.855329068
Min length	6

Characters and Unicode

Total characters	138224
Distinct characters	22
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SINGLE
2nd row	MARRIED
3rd row	SEPARATED
4th row	WIDOWED
5th row	WIDOWED

Common Values

Value	Count	Frequency (%)
MARRIED	9664	46.3%
SINGLE	5910	28.3%
WIDOWED	2819	13.5%
DIVORCED	1413	6.8%
SEPARATED	240	1.1%
UNKNOWN (DEFAULT)	103	0.5%
LIFE PARTNER	14	0.1%
(Missing)	722	3.5%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
married	9664	47.7%
single	5910	29.1%
widowed	2819	13.9%
divorced	1413	7.0%
separated	240	1.2%
unknown	103	0.5%
default	103	0.5%
life	14	0.1%
partner	14	0.1%

Most occurring characters

Value	Count	Frequency (%)
R	21009	15.2%
E	20417	14.8%
I	19820	14.3%
D	18471	13.4%
A	10261	7.4%
M	9664	7.0%
N	6233	4.5%
S	6150	4.4%
L	6027	4.4%
G	5910	4.3%
Other values (12)	14262	10.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	137901	99.8%
Space Separator	117	0.1%
Open Punctuation	103	0.1%
Close Punctuation	103	0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
R	21009	15.2%
E	20417	14.8%
I	19820	14.4%
D	18471	13.4%
A	10261	7.4%
M	9664	7.0%
N	6233	4.5%
S	6150	4.5%
L	6027	4.4%
G	5910	4.3%
Other values (9)	13939	10.1%

Space Separator

Value	Count	Frequency (%)
	117	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	103	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	103	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	137901	99.8%
Common	323	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
R	21009	15.2%
E	20417	14.8%
I	19820	14.4%
D	18471	13.4%
A	10261	7.4%
M	9664	7.0%
N	6233	4.5%
S	6150	4.5%
L	6027	4.4%
G	5910	4.3%
Other values (9)	13939	10.1%

Common

Value	Count	Frequency (%)
	117	36.2%
(	103	31.9%
)	103	31.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	138224	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
R	21009	15.2%
E	20417	14.8%
I	19820	14.3%
D	18471	13.4%
A	10261	7.4%
M	9664	7.0%
N	6233	4.5%
S	6150	4.4%
L	6027	4.4%
G	5910	4.3%
Other values (12)	14262	10.3%

ETHNICITY
Categorical

HIGH CORRELATION

Distinct	41
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

WHITE	15112
BLACK/AFRICAN AMERICAN	1977
UNABLE TO OBTAIN	577
UNKNOWN/NOT SPECIFIED	568
HISPANIC OR LATINO	562
Other values (36)	2089

Length

Max length	56
Median length	5
Mean length	8.698060809
Min length	5

Characters and Unicode

Total characters	181659
Distinct characters	30
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	WHITE
2nd row	WHITE
3rd row	BLACK/AFRICAN AMERICAN
4th row	WHITE
5th row	WHITE

Common Values

Value	Count	Frequency (%)
WHITE	15112	72.4%
BLACK/AFRICAN AMERICAN	1977	9.5%
UNABLE TO OBTAIN	577	2.8%
UNKNOWN/NOT SPECIFIED	568	2.7%
HISPANIC OR LATINO	562	2.7%
OTHER	489	2.3%
ASIAN	265	1.3%
PATIENT DECLINED TO ANSWER	175	0.8%
HISPANIC/LATINO - PUERTO RICAN	155	0.7%
ASIAN - CHINESE	146	0.7%
Other values (31)	859	4.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
white	15330	53.9%
american	2006	7.1%
black/african	2003	7.0%
	788	2.8%
to	752	2.6%
asian	603	2.1%
unable	577	2.0%
obtain	577	2.0%
unknown/not	568	2.0%
specified	568	2.0%
Other values (49)	4661	16.4%

Most occurring characters

Value	Count	Frequency (%)
I	25800	14.2%
E	21737	12.0%
T	19535	10.8%
H	17023	9.4%
W	16079	8.9%
A	16002	8.8%
N	11535	6.3%
C	8462	4.7%
	7548	4.2%
R	6139	3.4%
Other values (20)	31799	17.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	170235	93.7%
Space Separator	7548	4.2%
Other Punctuation	3074	1.7%
Dash Punctuation	788	0.4%
Open Punctuation	7	< 0.1%
Close Punctuation	7	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
I	25800	15.2%
E	21737	12.8%
T	19535	11.5%
H	17023	10.0%
W	16079	9.4%
A	16002	9.4%
N	11535	6.8%
C	8462	5.0%
R	6139	3.6%
O	4832	2.8%
Other values (15)	23091	13.6%

Space Separator

Value	Count	Frequency (%)
	7548	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	3074	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	788	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	7	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	7	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	170235	93.7%
Common	11424	6.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
I	25800	15.2%
E	21737	12.8%
T	19535	11.5%
H	17023	10.0%
W	16079	9.4%
A	16002	9.4%
N	11535	6.8%
C	8462	5.0%
R	6139	3.6%
O	4832	2.8%
Other values (15)	23091	13.6%

Common

Value	Count	Frequency (%)
	7548	66.1%
/	3074	26.9%
-	788	6.9%
(	7	0.1%
)	7	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	181659	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
I	25800	14.2%
E	21737	12.0%
T	19535	10.8%
H	17023	9.4%
W	16079	8.9%
A	16002	8.8%
N	11535	6.3%
C	8462	4.7%
	7548	4.2%
R	6139	3.4%
Other values (20)	31799	17.5%

DIAGNOSIS
Categorical

HIGH CARDINALITY

Distinct	6193
Distinct (%)	29.7%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

PNEUMONIA	876
SEPSIS	481
ALTERED MENTAL STATUS	453
CONGESTIVE HEART FAILURE	425
INTRACRANIAL HEMORRHAGE	407
Other values (6188)	18243

Length

Max length	191
Median length	141
Mean length	22.97309073
Min length	2

Characters and Unicode

Total characters	479793
Distinct characters	75
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4810 ?
Unique (%)	23.0%

Sample

1st row	GASTROINTESTINAL BLEED
2nd row	ESOPHAGEAL FOOD IMPACTION
3rd row	UPPER GI BLEED
4th row	HIATAL HERNIA/SDA
5th row	ABDOMINAL PAIN

Common Values

Value	Count	Frequency (%)
PNEUMONIA	876	4.2%
SEPSIS	481	2.3%
ALTERED MENTAL STATUS	453	2.2%
CONGESTIVE HEART FAILURE	425	2.0%
INTRACRANIAL HEMORRHAGE	407	1.9%
UPPER GI BLEED	370	1.8%
CHEST PAIN	355	1.7%
CORONARY ARTERY DISEASE\CORONARY ARTERY BYPASS GRAFT /SDA	355	1.7%
CORONARY ARTERY DISEASE	305	1.5%
ABDOMINAL PAIN	294	1.4%
Other values (6183)	16564	79.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
artery	1904	3.4%
coronary	1342	2.4%
bleed	1321	2.4%
failure	1054	1.9%
sda	934	1.7%
pneumonia	926	1.7%
heart	910	1.6%
pain	811	1.5%
aortic	800	1.4%
hemorrhage	788	1.4%
Other values (5031)	44861	80.6%

Most occurring characters

Value	Count	Frequency (%)
A	49945	10.4%
E	48409	10.1%
R	38921	8.1%
	34915	7.3%
I	34348	7.2%
T	33768	7.0%
S	29557	6.2%
O	26510	5.5%
N	26352	5.5%
C	20889	4.4%
Other values (65)	136179	28.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	432305	90.1%
Space Separator	34915	7.3%
Other Punctuation	10998	2.3%
Lowercase Letter	882	0.2%
Dash Punctuation	337	0.1%
Decimal Number	191	< 0.1%
Open Punctuation	80	< 0.1%
Close Punctuation	78	< 0.1%
Math Symbol	7	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	49945	11.6%
E	48409	11.2%
R	38921	9.0%
I	34348	7.9%
T	33768	7.8%
S	29557	6.8%
O	26510	6.1%
N	26352	6.1%
C	20889	4.8%
L	20269	4.7%
Other values (16)	103337	23.9%

Lowercase Letter

Value	Count	Frequency (%)
a	112	12.7%
t	107	12.1%
e	100	11.3%
r	79	9.0%
l	56	6.3%
n	55	6.2%
i	44	5.0%
c	39	4.4%
o	39	4.4%
p	37	4.2%
Other values (12)	214	24.3%

Other Punctuation

Value	Count	Frequency (%)
;	4061	36.9%
/	3566	32.4%
\	2194	19.9%
?	364	3.3%
*	340	3.1%
,	337	3.1%
.	49	0.4%
&	41	0.4%
'	38	0.3%
:	7	0.1%

Decimal Number

Value	Count	Frequency (%)
2	48	25.1%
1	36	18.8%
3	29	15.2%
5	23	12.0%
4	15	7.9%
0	12	6.3%
6	11	5.8%
7	10	5.2%
9	4	2.1%
8	3	1.6%

Open Punctuation

Value	Count	Frequency (%)
(	79	98.8%
[	1	1.2%

Space Separator

Value	Count	Frequency (%)
	34915	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	337	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	78	100.0%

Math Symbol

Value	Count	Frequency (%)
+	7	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	433187	90.3%
Common	46606	9.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	49945	11.5%
E	48409	11.2%
R	38921	9.0%
I	34348	7.9%
T	33768	7.8%
S	29557	6.8%
O	26510	6.1%
N	26352	6.1%
C	20889	4.8%
L	20269	4.7%
Other values (38)	104219	24.1%

Common

Value	Count	Frequency (%)
	34915	74.9%
;	4061	8.7%
/	3566	7.7%
\	2194	4.7%
?	364	0.8%
*	340	0.7%
-	337	0.7%
,	337	0.7%
(	79	0.2%
)	78	0.2%
Other values (17)	335	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	479793	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	49945	10.4%
E	48409	10.1%
R	38921	8.1%
	34915	7.3%
I	34348	7.2%
T	33768	7.0%
S	29557	6.2%
O	26510	5.5%
N	26352	5.5%
C	20889	4.4%
Other values (65)	136179	28.4%

ICD9_diagnosis
Categorical

HIGH CARDINALITY

Distinct	1853
Distinct (%)	8.9%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

41401	1098
0389	986
41071	549
4241	534
431	444
Other values (1848)	17274

Length

Max length	5
Median length	5
Mean length	4.474503232
Min length	3

Characters and Unicode

Total characters	93450
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	694 ?
Unique (%)	3.3%

Sample

1st row	5789
2nd row	53013
3rd row	56983
4th row	5533
5th row	56211

Common Values

Value	Count	Frequency (%)
41401	1098	5.3%
0389	986	4.7%
41071	549	2.6%
4241	534	2.6%
431	444	2.1%
51881	399	1.9%
486	319	1.5%
5070	270	1.3%
430	228	1.1%
42823	223	1.1%
Other values (1843)	15835	75.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
41401	1098	5.3%
0389	986	4.7%
41071	549	2.6%
4241	534	2.6%
431	444	2.1%
51881	399	1.9%
486	319	1.5%
5070	270	1.3%
430	228	1.1%
42823	223	1.1%
Other values (1843)	15835	75.8%

Most occurring characters

Value	Count	Frequency (%)
1	15398	16.5%
4	13462	14.4%
0	11702	12.5%
2	9756	10.4%
8	9642	10.3%
5	8201	8.8%
9	8175	8.7%
3	8126	8.7%
7	5143	5.5%
6	3780	4.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	93385	99.9%
Uppercase Letter	65	0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	15398	16.5%
4	13462	14.4%
0	11702	12.5%
2	9756	10.4%
8	9642	10.3%
5	8201	8.8%
9	8175	8.8%
3	8126	8.7%
7	5143	5.5%
6	3780	4.0%

Uppercase Letter

Value	Count	Frequency (%)
V	65	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	93385	99.9%
Latin	65	0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	15398	16.5%
4	13462	14.4%
0	11702	12.5%
2	9756	10.4%
8	9642	10.3%
5	8201	8.8%
9	8175	8.8%
3	8126	8.7%
7	5143	5.5%
6	3780	4.0%

Latin

Value	Count	Frequency (%)
V	65	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	93450	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	15398	16.5%
4	13462	14.4%
0	11702	12.5%
2	9756	10.4%
8	9642	10.3%
5	8201	8.8%
9	8175	8.7%
3	8126	8.7%
7	5143	5.5%
6	3780	4.0%

FIRST_CAREUNIT
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

MICU	8640
SICU	3961
CSRU	3127
TSICU	2645
CCU	2512

Length

Max length	5
Median length	4
Mean length	4.006368207
Min length	3

Characters and Unicode

Total characters	83673
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MICU
2nd row	MICU
3rd row	MICU
4th row	SICU
5th row	TSICU

Common Values

Value	Count	Frequency (%)
MICU	8640	41.4%
SICU	3961	19.0%
CSRU	3127	15.0%
TSICU	2645	12.7%
CCU	2512	12.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
micu	8640	41.4%
sicu	3961	19.0%
csru	3127	15.0%
tsicu	2645	12.7%
ccu	2512	12.0%

Most occurring characters

Value	Count	Frequency (%)
C	23397	28.0%
U	20885	25.0%
I	15246	18.2%
S	9733	11.6%
M	8640	10.3%
R	3127	3.7%
T	2645	3.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	83673	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	23397	28.0%
U	20885	25.0%
I	15246	18.2%
S	9733	11.6%
M	8640	10.3%
R	3127	3.7%
T	2645	3.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	83673	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	23397	28.0%
U	20885	25.0%
I	15246	18.2%
S	9733	11.6%
M	8640	10.3%
R	3127	3.7%
T	2645	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	83673	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	23397	28.0%
U	20885	25.0%
I	15246	18.2%
S	9733	11.6%
M	8640	10.3%
R	3127	3.7%
T	2645	3.2%

LOS
Real number (ℝ_≥0)

Distinct	16891
Distinct (%)	80.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.701045559

Minimum	0.0566
Maximum	101.739
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	163.3 KiB

Quantile statistics

Minimum	0.0566
5-th percentile	0.7479
Q1	1.1654
median	2.0208
Q3	3.9158
95-th percentile	12.78948
Maximum	101.739
Range	101.6824
Interquartile range (IQR)	2.7504

Descriptive statistics

Standard deviation	5.17572129
Coefficient of variation (CV)	1.398448414
Kurtosis	38.18368449
Mean	3.701045559
Median Absolute Deviation (MAD)	1.0058
Skewness	4.864685757
Sum	77296.3365
Variance	26.78809087
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.0845	6	< 0.1%
0.8418	6	< 0.1%
1.1244	6	< 0.1%
1.0233	5	< 0.1%
1.1573	5	< 0.1%
1.7154	5	< 0.1%
0.8818	5	< 0.1%
1.12	5	< 0.1%
1.0509	5	< 0.1%
1.0778	5	< 0.1%
Other values (16881)	20832	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0566	1	< 0.1%
0.0705	1	< 0.1%
0.0797	1	< 0.1%
0.0892	1	< 0.1%
0.0962	1	< 0.1%
0.099	1	< 0.1%
0.1024	1	< 0.1%
0.105	1	< 0.1%
0.1076	1	< 0.1%
0.1091	1	< 0.1%

Value	Count	Frequency (%)
101.739	1	< 0.1%
86.8484	1	< 0.1%
79.109	1	< 0.1%
67.9735	1	< 0.1%
66.3797	1	< 0.1%
63.576	1	< 0.1%
63.4533	1	< 0.1%
61.9263	1	< 0.1%
61.9167	1	< 0.1%
61.404	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	subject_id	hadm_id	icustay_id	HeartRate_Min	HeartRate_Max	HeartRate_Mean	SysBP_Min	SysBP_Max	SysBP_Mean	DiasBP_Min	DiasBP_Max	DiasBP_Mean	MeanBP_Min	MeanBP_Max	MeanBP_Mean	RespRate_Min	RespRate_Max	RespRate_Mean	TempC_Min	TempC_Max	TempC_Mean	SpO2_Min	SpO2_Max	SpO2_Mean	Glucose_Min	Glucose_Max	Glucose_Mean	GENDER	DOB	DOD	ADMITTIME	DISCHTIME	DEATHTIME	Diff	ADMISSION_TYPE	INSURANCE	RELIGION	MARITAL_STATUS	ETHNICITY	DIAGNOSIS	ICD9_diagnosis	FIRST_CAREUNIT	LOS
0	55440	195768	228357	89.0	145.0	121.043478	74.0	127.0	106.586957	42.0	90.0	61.173913	59.0	94.0	74.543478	15.0	30.0	22.347826	35.111111	36.944444	36.080247	90.0	99.0	95.739130	111.0	230.0	160.777778	F	2108-07-16 00:00:00	2180-03-09 00:00:00	2178-02-06 10:35:00	2178-02-13 18:30:00	NaN	-61961.78470	EMERGENCY	Medicare	PROTESTANT QUAKER	SINGLE	WHITE	GASTROINTESTINAL BLEED	5789	MICU	4.5761
1	76908	126136	221004	63.0	110.0	79.117647	89.0	121.0	106.733333	49.0	74.0	64.733333	58.0	84.0	74.800000	13.0	21.0	16.058824	36.333333	36.611111	36.472222	98.0	100.0	99.058824	103.0	103.0	103.000000	F	2087-01-16 00:00:00	NaN	2129-02-12 22:34:00	2129-02-13 16:20:00	NaN	-43146.18378	EMERGENCY	Private	UNOBTAINABLE	MARRIED	WHITE	ESOPHAGEAL FOOD IMPACTION	53013	MICU	0.7582
2	95798	136645	296315	81.0	98.0	91.689655	88.0	138.0	112.785714	45.0	67.0	56.821429	64.0	88.0	72.888889	13.0	21.0	15.900000	36.444444	36.888889	36.666667	100.0	100.0	100.000000	132.0	346.0	217.636364	F	2057-09-17 00:00:00	NaN	2125-11-17 23:04:00	2125-12-05 17:55:00	NaN	-42009.96157	EMERGENCY	Medicare	PROTESTANT QUAKER	SEPARATED	BLACK/AFRICAN AMERICAN	UPPER GI BLEED	56983	MICU	3.7626
3	40708	102505	245557	76.0	128.0	98.857143	84.0	135.0	106.972973	30.0	89.0	41.864865	48.0	94.0	62.783784	12.0	35.0	26.771429	36.333333	39.500000	37.833333	78.0	100.0	95.085714	108.0	139.0	125.000000	F	2056-02-27 00:00:00	2132-03-01 00:00:00	2131-01-26 08:00:00	2131-02-05 16:23:00	NaN	-43585.37922	ELECTIVE	Medicare	NOT SPECIFIED	WIDOWED	WHITE	HIATAL HERNIA/SDA	5533	SICU	3.8734
4	28424	127337	225281	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	97.0	137.0	113.000000	F	2066-12-19 00:00:00	2147-01-18 00:00:00	2146-05-04 02:02:00	2146-05-20 18:40:00	NaN	-50271.76602	EMERGENCY	Medicare	JEWISH	WIDOWED	WHITE	ABDOMINAL PAIN	56211	TSICU	5.8654
5	63311	180102	287519	70.0	130.0	97.951220	107.0	155.0	128.414634	60.0	88.0	74.780488	72.0	100.0	86.820513	10.0	23.0	15.707317	36.000000	36.944444	36.591270	96.0	100.0	98.878049	92.0	142.0	104.400000	M	2102-06-04 00:00:00	NaN	2151-08-06 19:11:00	2151-08-09 17:09:00	NaN	-51044.77754	EMERGENCY	Private	CATHOLIC	SINGLE	WHITE	LARGE GASTOINTESTINAL BLEED	5550	MICU	1.8490
6	82377	134854	231164	64.0	116.0	87.448276	104.0	148.0	122.100000	49.0	72.0	56.400000	69.0	92.0	78.793103	12.0	24.0	15.909091	35.222222	38.333333	36.801587	94.0	100.0	98.413793	102.0	204.0	163.666667	M	2107-03-27 00:00:00	NaN	2176-01-18 02:05:00	2176-01-26 15:00:00	NaN	-59706.62840	EMERGENCY	Medicare	OTHER	MARRIED	WHITE	ABDOMINAL PAIN	5513	TSICU	4.3669
7	86233	184606	237514	62.0	100.0	82.862069	62.0	154.0	114.642857	34.0	113.0	56.964286	48.0	122.0	72.750000	11.0	26.0	18.878788	36.111111	37.722222	36.907407	87.0	100.0	96.931034	116.0	183.0	142.166667	F	2103-11-21 00:00:00	NaN	2177-11-26 08:00:00	2177-12-10 15:45:00	NaN	-61550.06567	ELECTIVE	Medicare	PROTESTANT QUAKER	MARRIED	WHITE	LEFT LUNG CANCER/SDA	1625	SICU	9.8213
8	53787	174772	244413	84.0	109.0	94.652174	81.0	163.0	121.727273	29.0	77.0	47.909091	49.0	87.0	65.727273	15.0	25.0	19.869565	35.611111	36.944444	36.203704	89.0	100.0	92.913043	233.0	484.0	361.000000	F	2089-09-14 00:00:00	NaN	2160-10-07 22:36:00	2160-10-11 15:45:00	NaN	-55760.96681	EMERGENCY	Medicare	CATHOLIC	DIVORCED	WHITE	ASTHMA;COPD EXACERBATION	49322	MICU	1.0230
9	99384	168087	298919	74.0	98.0	81.142857	84.0	140.0	113.875000	35.0	72.0	54.343750	31.0	81.0	66.806452	17.0	28.0	23.264706	35.888889	37.111111	36.652778	88.0	99.0	94.600000	85.0	161.0	112.000000	M	2032-05-26 00:00:00	2118-03-09 00:00:00	2117-12-15 18:12:00	2117-12-23 15:25:00	NaN	-39375.73369	EMERGENCY	Medicare	BUDDHIST	WIDOWED	WHITE	PULMONARY EMBOLISM	41511	TSICU	1.3265

Last rows

	subject_id	hadm_id	icustay_id	HeartRate_Min	HeartRate_Max	HeartRate_Mean	SysBP_Min	SysBP_Max	SysBP_Mean	DiasBP_Min	DiasBP_Max	DiasBP_Mean	MeanBP_Min	MeanBP_Max	MeanBP_Mean	RespRate_Min	RespRate_Max	RespRate_Mean	TempC_Min	TempC_Max	TempC_Mean	SpO2_Min	SpO2_Max	SpO2_Mean	Glucose_Min	Glucose_Max	Glucose_Mean	GENDER	DOB	DOD	ADMITTIME	DISCHTIME	DEATHTIME	Diff	ADMISSION_TYPE	INSURANCE	RELIGION	MARITAL_STATUS	ETHNICITY	DIAGNOSIS	ICD9_diagnosis	FIRST_CAREUNIT	LOS
20875	54348	113882	230723	90.0	129.0	108.076923	99.0	160.0	128.960000	49.0	115.0	76.480000	65.0	120.0	89.615385	20.0	46.0	32.769231	37.222222	38.166667	37.706349	93.0	100.0	99.185185	128.0	160.0	144.000000	M	2106-02-11 00:00:00	NaN	2165-01-07 17:56:00	2165-01-12 04:45:00	NaN	-55836.62425	EMERGENCY	Medicaid	PROTESTANT QUAKER	SINGLE	WHITE	ATRIAL FIBRILLATION	29181	MICU	3.8181
20876	70314	129845	206464	63.0	88.0	72.384615	82.0	114.0	95.304348	42.0	69.0	52.565217	53.0	75.0	62.652174	13.0	32.0	19.769231	36.111111	37.166667	36.703704	91.0	97.0	94.807692	101.0	102.0	101.500000	F	2135-05-24 00:00:00	NaN	2191-11-24 15:33:00	2192-01-13 17:53:00	NaN	-65642.57642	EMERGENCY	Private	NOT SPECIFIED	MARRIED	WHITE	THROMBOCYTOPENIA; ANEMIA	20400	CCU	0.9006
20877	27779	168603	259748	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	118.0	118.0	118.000000	F	2031-04-20 00:00:00	2114-11-23 00:00:00	2110-06-05 16:55:00	2110-06-07 15:30:00	NaN	-37153.58869	EMERGENCY	Medicare	CATHOLIC	DIVORCED	WHITE	WEAKNESS	41401	CCU	1.2850
20878	28519	140024	241050	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	140.0	140.0	140.000000	F	2100-05-31 00:00:00	2180-11-03 00:00:00	2180-04-30 14:48:00	2180-05-08 16:58:00	NaN	-62710.83211	EMERGENCY	Medicare	GREEK ORTHODOX	MARRIED	WHITE	CEREBROVASCULAR ACCIDENT	431	SICU	1.0487
20879	2338	145012	233204	80.0	85.0	81.947368	81.0	107.0	94.176471	52.0	69.0	58.823529	60.0	78.0	66.882353	11.0	20.0	14.944444	36.333333	37.000000	36.666667	97.0	100.0	98.631579	102.0	102.0	102.000000	M	2097-09-24 00:00:00	2159-10-29 00:00:00	2158-12-15 23:01:00	2158-12-22 15:45:00	NaN	-54809.57459	EMERGENCY	Private	NOT SPECIFIED	MARRIED	WHITE	S/P ARREST	4271	MICU	0.8011
20880	28043	135417	244530	65.0	92.0	78.500000	60.0	160.0	110.976190	34.0	94.0	56.595238	41.0	102.0	69.285714	10.0	23.0	15.420000	35.555556	36.611111	36.155556	97.0	100.0	99.833333	68.0	139.0	103.571429	M	2088-12-15 00:00:00	2177-02-02 00:00:00	2176-06-17 06:36:00	2176-07-04 14:01:00	NaN	-60714.92678	EMERGENCY	Medicare	CATHOLIC	MARRIED	WHITE	ALTERED MENTAL STATUS	3229	MICU	11.6116
20881	87605	191007	216116	74.0	112.0	89.156250	100.0	150.0	123.272727	58.0	83.0	67.818182	74.0	99.0	82.363636	9.0	24.0	14.781250	37.055556	37.777778	37.476190	95.0	100.0	97.531250	184.0	377.0	245.400000	M	2071-11-18 00:00:00	NaN	2137-09-27 23:14:00	2137-10-05 13:00:00	NaN	-46217.77777	EMERGENCY	Private	NOT SPECIFIED	MARRIED	BLACK/HAITIAN	NEW BRAIN MASS	1918	SICU	1.1593
20882	47492	152608	274507	58.0	97.0	76.933333	94.0	131.0	112.037037	55.0	83.0	67.370370	66.0	95.0	78.500000	14.0	27.0	18.166667	36.055556	37.277778	37.007937	97.0	100.0	99.200000	51.0	460.0	190.000000	F	2055-11-27 00:00:00	NaN	2118-10-18 17:54:00	2118-10-21 15:37:00	NaN	-39830.10848	EMERGENCY	Private	PROTESTANT QUAKER	DIVORCED	BLACK/AFRICAN AMERICAN	HYPOGLYCEMIA	24980	MICU	1.8830
20883	62946	191485	225930	59.0	102.0	81.844444	96.0	150.0	123.837209	47.0	85.0	60.232558	65.0	92.0	75.883721	15.0	27.0	19.044444	35.833333	37.722222	36.635417	91.0	100.0	96.311111	91.0	91.0	91.000000	F	1871-07-17 00:00:00	NaN	2171-07-17 21:24:00	2171-07-22 14:35:00	NaN	-59205.26841	EMERGENCY	Medicare	PROTESTANT QUAKER	WIDOWED	WHITE	CORONARY ARTERY DISEASE\PERCUTANEOUS CORONARY INTERVENTION	41401	CCU	3.1981
20884	82638	112815	258400	59.0	97.0	77.526316	82.0	139.0	106.287671	38.0	80.0	55.068493	34.0	97.0	68.260274	5.0	24.0	14.932203	35.833333	37.666667	37.046296	95.0	100.0	99.666667	156.0	222.0	183.250000	F	2143-05-24 00:00:00	NaN	2189-02-19 07:15:00	2189-02-27 12:14:00	NaN	-65074.79205	ELECTIVE	Private	NOT SPECIFIED	MARRIED	WHITE	CYSTIC INTRA ABDOMINAL MASS/SDA	2115	MICU	1.0869

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation